Pith Number

pith:DUSVRFFV

pith:2024:DUSVRFFVRMO6IS5EV5XBU2LRRS

not attested not anchored not stored refs pending

Direct Language Model Alignment from Online AI Feedback

Alexandre Rame, Biao Zhang, Bilal Piot, Felipe Llinares, Johan Ferret, Mathieu Blondel, Misha Khalman, Shangmin Guo, Thomas Mesnard, Tianlin Liu, Tianqi Liu, Yao Zhao

arxiv:2402.04792 v2 · 2024-02-07 · cs.AI · cs.CL · cs.HC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DUSVRFFVRMO6IS5EV5XBU2LRRS}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

26 papers in Pith

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization

BiasGRPO: Stabilizing Bias Mitigation in High-Variance Reward Landscapes via Group-Relative Policy Optimization

Trust Region On-Policy Distillation

Data-dependent Exploration for Online Reinforcement Learning from Human Feedback

Receipt and verification

First computed	2026-07-05T07:50:55.375196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d255894b58b1de44ba4af6e1a69718caeeb2dab144e477bd1b2bce57a3562df

Aliases

arxiv: 2402.04792 · arxiv_version: 2402.04792v2 · doi: 10.48550/arxiv.2402.04792 · pith_short_12: DUSVRFFVRMO6 · pith_short_16: DUSVRFFVRMO6IS5E · pith_short_8: DUSVRFFV

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DUSVRFFVRMO6IS5EV5XBU2LRRS \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1d255894b58b1de44ba4af6e1a69718caeeb2dab144e477bd1b2bce57a3562df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b99e82ca4c61ab67a0ad86437f11f13455387d9e06068c35d8249e432f29c3f0",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-07T12:31:13Z",
    "title_canon_sha256": "beca7be5dbbffd9c57e6fcbd8067692fe940f30a6238ffd8556679004e0563b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04792",
    "kind": "arxiv",
    "version": 2
  }
}